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Inkling vs Nova 2 Pro

Inkling leads the LLM Stats Score 37.5 to 30.9.

Thinking Machines Lab · Amazon · Updated for 2026

Which is better?

Inkling leads the overall LLM Stats Score 37.5 to 30.9, ranking #66 overall.

In the 3 individual benchmarks reported for both models, Inkling wins 2; this is a narrower head-to-head signal than the composite indexes.

Based on current LLM Stats indexes, shared benchmarks, pricing, and model metadata for 2026.

Choose Inkling

  • overall performance matters — it scores 37.5 and ranks #66 on LLM Stats
  • your work emphasizes reasoning — it leads those capability indexes
  • you value its reported benchmark strengths — it wins 2 of 3 exact shared results
  • you want the most recent training data — it shipped Jul 2026
  • you need open weights you can self-host or fine-tune

Choose Nova 2 Pro

  • you are already invested in the Amazon ecosystem

At a glance

The differences that matter most.

Core performance indexes
37.5
#66
30.9
#114
37.3
#66
30.8
#114
27.5
#58
19.4
#104
20.7
#58
12.1
#103
Cost, coverage & limits
Benchmark wins
2 of 3
1 of 3
Input price
$0.95 / M
— / M
Output price
$4.05 / M
— / M
Context window
524,288

Capability indexes

Additional strengths measured across groups of related public benchmarks

4 shared
Index
Inkling
Nova 2 Pro
29.2#87
25.9#104
15.8#88
12.3#102
19.1#60
15.5#89
19.6#69
9.7#115
Conservative TrueSkill rating · higher is betterHow scores work

Individual benchmarks

16 reported for Inkling · 18 for Nova 2 Pro

3 shared

Inkling outperforms in 2 benchmarks (MMMU-Pro, SWE-Bench Verified), while Nova 2 Pro is better at 1 benchmark (IFBench).

Inkling shows notably better performance in the majority of benchmarks.

Wed Sep 09 2026 • llm-stats.com

Human preference

Blind head-to-head votes and playground preference scores

Context Window

Maximum input and output token capacity

Only Inkling specifies input context (524,288 tokens). Only Inkling specifies output context (524,288 tokens).

Thinking Machines Lab
Inkling
Input524,288 tokens
Output524,288 tokens
Amazon
Nova 2 Pro
Input- tokens
Output- tokens
Wed Sep 09 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

Both Inkling and Nova 2 Pro support multimodal inputs.

They are both capable of processing various types of data, offering versatility in application.

Inkling

Text
Images
Audio
Video

Nova 2 Pro

Text
Images
Audio
Video

License

Usage and distribution terms

Inkling is licensed under Apache 2.0, while Nova 2 Pro uses a proprietary license.

License differences may affect how you can use these models in commercial or open-source projects.

Inkling

Apache 2.0

Open weights

Nova 2 Pro

Proprietary

Closed source

Release Timeline

When each model was launched

Inkling was released on 2026-07-21, while Nova 2 Pro was released on 2025-12-02.

Inkling is 8 months newer than Nova 2 Pro.

Inkling

Jul 21, 2026

1 months ago

7mo newer
Nova 2 Pro

Dec 2, 2025

9 months ago

Knowledge Cutoff

When training data ends

Neither model specifies a knowledge cutoff date.

Unable to compare the recency of their training data.

No cutoff dates available

Outputs Comparison

Notice missing or incorrect data?Start an Issue discussion

Judge for yourself.

Run your own prompts against Inkling and Nova 2 Pro side-by-side, then vote on the output you prefer.

Inkling
✓ Preferred
Nova 2 Pro
Open in Playground

FAQ

Common questions about Inkling vs Nova 2 Pro.

Which is better, Inkling or Nova 2 Pro?

Inkling leads the LLM Stats Score 37.5 to 30.9. Inkling is made by Thinking Machines Lab and Nova 2 Pro is made by Amazon. The best choice depends on your use case — compare their capability indexes, individual benchmarks, pricing, and limits above.

How does Inkling compare to Nova 2 Pro in benchmarks?

Inkling scores AIME 2026: 97.1%, VoiceBench Avg: 91.4%, Global-MMLU-Lite: 88.7%, IFBench: 79.8%, CharXiv-R: 78.1%. Nova 2 Pro scores Tau2 Telecom: 92.7%, AIME 2025: 92.3%, ScreenSpot: 88.1%, LongCodeBench: 84.0%, MMLU-Pro: 81.6%.

What are the context window sizes for Inkling and Nova 2 Pro?

Inkling supports 524K tokens and Nova 2 Pro supports an unknown number of tokens. A larger context window lets you process longer documents, conversations, or codebases in a single request.

What are the main differences between Inkling and Nova 2 Pro?

Key differences include LLM Stats Score (37.5 vs 30.9), licensing (Apache 2.0 vs Proprietary). See the full comparison above for benchmark-by-benchmark results.

Who makes Inkling and Nova 2 Pro?

Inkling is developed by Thinking Machines Lab and Nova 2 Pro is developed by Amazon.